{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 366,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from pylab import rcParams\n",
    "import numpy as np\n",
    "import scipy as sc\n",
    "import os\n",
    "import seaborn as sns\n",
    "import statsmodels.api as sm\n",
    "sns.set()\n",
    "import warnings\n",
    "import itertools\n",
    "from scipy import stats\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "plt.style.use('fivethirtyeight')\n",
    "size = 18\n",
    "params = {'legend.fontsize': 'large',\n",
    "          'figure.figsize': (20,7),\n",
    "          'axes.labelsize': size * 0.8,\n",
    "          'axes.titlesize': size * 0.95,\n",
    "          'xtick.labelsize': size*0.75,\n",
    "          'ytick.labelsize': size*0.75,\n",
    "          'axes.titlepad': 25}\n",
    "\n",
    "plt.rcParams.update(params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.chdir(os.getcwd() + \"/Data Extraction/Data\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Returns(alpha, stock_returns):\n",
    "    \n",
    "    '''\n",
    "    Dimensions: \n",
    "\n",
    "    alpha = [N, T]\n",
    "    stock_returns = [N, T]\n",
    "    \n",
    "    '''\n",
    "\n",
    "    N, T = alpha.shape \n",
    "    Portfolio_Daily_Returns = np.zeros((T))\n",
    "    alpha = alpha.transpose()\n",
    "    stock_returns = stock_returns.transpose()\n",
    "    \n",
    "    for i in range(T):\n",
    "\n",
    "        Portfolio_Daily_Returns[i] = np.dot(alpha[i], stock_returns[i])\n",
    "    \n",
    "    return Portfolio_Daily_Returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Variance(alpha, stock_returns):\n",
    "    \n",
    "    '''\n",
    "    Dimensions: \n",
    "\n",
    "    alpha = [N, T]\n",
    "    stock_returns = [N, T]\n",
    "    \n",
    "    '''\n",
    "    \n",
    "    N, T = alpha.shape \n",
    "    Portfolio_Daily_Variance = np.ones((T))\n",
    "    alpha = alpha.transpose()\n",
    "    stock_returns = stock_returns.transpose()\n",
    "    \n",
    "    for i in range(T):\n",
    "         \n",
    "        #print (np.cov(stock_returns[i], ddof = 1))    \n",
    "        #print ((stock_returns[i])) \n",
    "        Portfolio_Daily_Variance[i] = np.dot(np.multiply(alpha[i], np.cov(stock_returns[i], ddof = 1)), alpha[i].transpose())\n",
    "        \n",
    "        \n",
    "    #print (Portfolio_Daily_Variance)\n",
    "    return Portfolio_Daily_Variance\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Sharpe(alpha, stock_returns, r = 0.0):\n",
    "\n",
    "    '''\n",
    "    Dimensions: \n",
    "\n",
    "    alpha = [N, T]\n",
    "    stock_returns = [N, T]\n",
    "    \n",
    "    '''\n",
    "\n",
    "    Portfolio_Daily_Returns = Returns(alpha, stock_returns)\n",
    "    Portfolio_Daily_Variance = Variance(alpha, stock_returns)\n",
    "    Portfolio_Daily_Sharpe = (Portfolio_Daily_Returns - r)/np.sqrt(Portfolio_Daily_Variance)\n",
    "    \n",
    "    return Portfolio_Daily_Sharpe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 393,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv(\"returns.csv\")\n",
    "date = data[\"Date\"]\n",
    "data = data.drop(columns = [\"Date\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 394,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data[-5000: ]\n",
    "data = data.fillna(method = \"backfill\")\n",
    "alpha = data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 395,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = data.to_numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 396,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = df\n",
    "data = data.transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 397,
   "metadata": {},
   "outputs": [],
   "source": [
    "n, T = data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 398,
   "metadata": {},
   "outputs": [],
   "source": [
    "#- alpha.rolling(7).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 399,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Alpha Strategies\n",
    "#alpha = (alpha.rolling(5).mean() - alpha.rolling(30).mean()).fillna(method = \"backfill\").to_numpy()\n",
    "alpha = -alpha.shift(-1).fillna(method = \"backfill\").to_numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 416,
   "metadata": {},
   "outputs": [],
   "source": [
    "alpha = stats.zscore(alpha, axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 417,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5000, 23)"
      ]
     },
     "execution_count": 417,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alpha.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 418,
   "metadata": {},
   "outputs": [],
   "source": [
    "alpha = alpha.transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 419,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(23, 5000)"
      ]
     },
     "execution_count": 419,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alpha.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 425,
   "metadata": {},
   "outputs": [],
   "source": [
    "alpha = np.ones((n, T)) * (1/n)\n",
    "Daily_Returns = Returns(alpha, data)\n",
    "Daily_Variance = Variance(alpha, data)\n",
    "Daily_Sharpe = Sharpe(alpha, data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 426,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(date[-200:], Daily_Returns[-200:])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 427,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "Cumulative_Returns = (1 + Daily_Returns).cumprod()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 428,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(date[-500:], Cumulative_Returns[-500:])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 429,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1.00657061,  1.03079517,  1.02803932, ..., 14.04332689,\n",
       "       14.44568085, 14.660059  ])"
      ]
     },
     "execution_count": 429,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Cumulative_Returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.7.6 64-bit",
   "language": "python",
   "name": "python37664bit83b39a1bcacf4dd48134afbd421614b3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
